{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import caffe\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# set display defaults\n",
    "plt.rcParams['figure.figsize'] = (6, 6)        # large images\n",
    "plt.rcParams['image.interpolation'] = 'nearest'  # don't interpolate: show square pixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "caffe.set_mode_gpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model_def = \"/home/ubuntu/nexar/caffe/squeeze_net/deploy.prototxt\"\n",
    "model_weights = \"/home/ubuntu/nexar/caffe/squeeze_net_scratch_trainval_manual/snapshots_p2/train_squeezenet_scratch_trainval_manual_p2__iter_8000.caffemodel\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def class_idx_to_name(idx):\n",
    "    return ['none', 'red', 'green'][idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from caffe.classifier import Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "c = Classifier(\n",
    "           model_def, \n",
    "           model_weights, \n",
    "           mean=np.array([104, 117, 123]),\n",
    "           raw_scale=255,\n",
    "           channel_swap=(2,1,0),\n",
    "           image_dims=(256, 256)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# set batch size\n",
    "BATCH_SIZE = 64\n",
    "c.blobs['data'].reshape(BATCH_SIZE, 3, c.blobs['data'].shape[2], c.blobs['data'].shape[3])\n",
    "c.blobs['prob'].reshape(BATCH_SIZE, 3)\n",
    "c.reshape()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "285659f5b99e4c51e6a038ea4c3b65b3.jpg\n",
      "predicted class is: red\n"
     ]
    },
    {
     "data": {
      "image/png": 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CMOTFyyMuTs+Is5ThYHtDTLVNLi5r65dwKwqtabTbBI0Qp+nz/MljbBKDNRy9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\nsccex3Ec3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RUWIRFGrHqJ9kRV51qBwAPjQKFR0tISjcBSNpduVynobqzzwksvcmGjD1U0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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6c19ea75d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os, random\n",
    "\n",
    "images_path = '/mnt/nexar_challenge1_test/'\n",
    "\n",
    "f = random.choice(os.listdir(images_path))\n",
    "print f\n",
    "image = caffe.io.load_image(images_path + f)\n",
    "cls = c.predict([image]).argmax()\n",
    "plt.imshow(image)\n",
    "plt.axis('off')\n",
    "print 'predicted class is:', class_idx_to_name(cls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "478400 images in test-set\n"
     ]
    }
   ],
   "source": [
    "images_paths = os.listdir(images_path)\n",
    "print \"%d images in test-set\" % len(images_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of batches: 7475.0\n"
     ]
    }
   ],
   "source": [
    "print \"Number of batches: %s\" % (len(images_paths) / float(BATCH_SIZE),)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class      int32\n",
      "p0       float64\n",
      "p1       float64\n",
      "p2       float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame(index=images_paths, columns=['class', 'p0', 'p1', 'p2'])\n",
    "df['class'] = -1 * np.ones(len(df), dtype='int32')\n",
    "df['p0'] = np.nan * np.ones(len(df), dtype='float64')\n",
    "df['p1'] = np.nan * np.ones(len(df), dtype='float64')\n",
    "df['p2'] = np.nan * np.ones(len(df), dtype='float64')\n",
    "print df.dtypes\n",
    "df.to_csv(\"/home/ubuntu/nexar/label_test_set/s3/squeeze_net_scratch_trainval_manual.csv\", index_label='fname')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def read_imgs(images_paths):\n",
    "    print \"Reading images\"\n",
    "    imgs = []\n",
    "    for i, f in enumerate(images_paths):\n",
    "        print \"\\rAt: %s\" % i,\n",
    "        img = caffe.io.load_image(images_path + f)\n",
    "        imgs.append(img)\n",
    "    print \"Read %d images\" % len(imgs)\n",
    "    return imgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "num_classes = 3\n",
    "def predict(c, imgs, oversample):\n",
    "    probs = np.zeros((0, num_classes))\n",
    "    for i in xrange(0, len(imgs), BATCH_SIZE):\n",
    "        print \"\\rAt:\", i,\n",
    "        input_batch = imgs[i : i+BATCH_SIZE]\n",
    "        output = c.predict(input_batch, oversample=oversample).reshape((len(input_batch), num_classes))\n",
    "        probs = np.vstack((probs, output))\n",
    "    return probs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy import ndimage\n",
    "\n",
    "def get_rots(imgs):\n",
    "    rot1 = [np.rot90(i, 1) for i in imgs]\n",
    "    rot2 = [np.rot90(i, 2) for i in imgs]\n",
    "    rot3 = [np.rot90(i, 3) for i in imgs]\n",
    "    rot4 = [np.rot90(i, 4) for i in imgs]\n",
    "    return [rot1, rot2, rot3, rot4]\n",
    "\n",
    "def get_probs_with_rots(imgs, c, oversample=False):\n",
    "    rots = get_rots(imgs)\n",
    "    probs = []\n",
    "    for i, rot in enumerate(rots):\n",
    "        print \"rot %s\" % i\n",
    "        probs.append(predict(c, rot, oversample=oversample))\n",
    "\n",
    "    rots_avg = np.mean(probs, axis=0)\n",
    "    return rots_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "UBER_BATCH = 25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Batch: 0\n",
      "Reading images\n",
      "At: 1599 Read 1600 images\n",
      "At: 1536 Batch: 1600\n",
      "Reading images\n",
      "At: 475 "
     ]
    }
   ],
   "source": [
    "for i in xrange(0, len(images_paths), BATCH_SIZE * UBER_BATCH):\n",
    "    print \"Batch: %d\" % i\n",
    "    img_names = images_paths[i : i + BATCH_SIZE * UBER_BATCH]\n",
    "    imgs = read_imgs(images_paths[i : i + BATCH_SIZE * UBER_BATCH])\n",
    "    probs = predict(c, imgs, oversample=True)\n",
    "    \n",
    "    for j in xrange(3):\n",
    "        df.loc[img_names, 'p%d' % j] = probs[:, j]\n",
    "    df.loc[img_names, 'class'] = probs.argmax(axis=1)\n",
    "    \n",
    "    df.to_csv(\"/home/ubuntu/nexar/label_test_set/s3/squeeze_net_scratch_trainval_manual.csv\", index_label='fname', float_format='%.15f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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